Frozen 1‐RSB structure of the symmetric Ising perceptron

We prove, under an assumption on the critical points of a real‐valued function, that the symmetric Ising perceptron exhibits the ‘frozen 1‐RSB’ structure conjectured by Krauth and Mézard in the physics literature; that is, typical solutions of the model lie in clusters of vanishing entropy density....

Ausführliche Beschreibung

Bibliographische Detailangaben

Veröffentlicht in:	Random structures & algorithms 2024-07, Vol.64 (4), p.856-877
Hauptverfasser:	Perkins, Will, Xu, Changji
Format:	Artikel
Sprache:	eng
Schlagworte:	Algorithms Critical point frozen solutions Ising model learning algorithms Machine learning perceptron planted model solution space
Online-Zugang:	Volltext
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!